Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	56
Missing cells	171
Missing cells (%)	15.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.6 KiB
Average record size in memory	157.6 B

Variable types

Numeric	18
DateTime	1
Categorical	1

Alerts

`Onset` is highly correlated with `TST` and 4 other fields	High correlation
`Offset` is highly correlated with `Midpoint`	High correlation
`TST` is highly correlated with `Onset` and 5 other fields	High correlation
`WASO` is highly correlated with `TIB` and 2 other fields	High correlation
`NOA` is highly correlated with `Onset` and 6 other fields	High correlation
`TIB` is highly correlated with `Onset` and 6 other fields	High correlation
`REMSD` is highly correlated with `TST` and 4 other fields	High correlation
`LSD` is highly correlated with `Onset` and 5 other fields	High correlation
`DSD` is highly correlated with `SWSP`	High correlation
`TSDP` is highly correlated with `Onset` and 6 other fields	High correlation
`AI` is highly correlated with `NOA`	High correlation
`SWSP` is highly correlated with `LSD` and 1 other fields	High correlation
`REMP` is highly correlated with `REMSD`	High correlation
`SMI` is highly correlated with `WASO`	High correlation
`Midpoint` is highly correlated with `Offset`	High correlation
`Onset` is highly correlated with `TST` and 4 other fields	High correlation
`Offset` is highly correlated with `DSD` and 1 other fields	High correlation
`TST` is highly correlated with `Onset` and 6 other fields	High correlation
`WASO` is highly correlated with `TIB` and 2 other fields	High correlation
`NOA` is highly correlated with `Onset` and 6 other fields	High correlation
`TIB` is highly correlated with `Onset` and 7 other fields	High correlation
`REMSD` is highly correlated with `TST` and 4 other fields	High correlation
`LSD` is highly correlated with `Onset` and 5 other fields	High correlation
`DSD` is highly correlated with `Offset` and 4 other fields	High correlation
`TSDP` is highly correlated with `Onset` and 7 other fields	High correlation
`AI` is highly correlated with `NOA`	High correlation
`SWSP` is highly correlated with `LSD` and 1 other fields	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SMI` is highly correlated with `WASO` and 1 other fields	High correlation
`Midpoint` is highly correlated with `Offset`	High correlation
`Onset` is highly correlated with `TST` and 3 other fields	High correlation
`Offset` is highly correlated with `Midpoint`	High correlation
`TST` is highly correlated with `Onset` and 5 other fields	High correlation
`WASO` is highly correlated with `SMI`	High correlation
`NOA` is highly correlated with `TST` and 1 other fields	High correlation
`TIB` is highly correlated with `Onset` and 3 other fields	High correlation
`REMSD` is highly correlated with `TST` and 1 other fields	High correlation
`LSD` is highly correlated with `Onset` and 4 other fields	High correlation
`TSDP` is highly correlated with `Onset` and 3 other fields	High correlation
`REMP` is highly correlated with `REMSD`	High correlation
`SMI` is highly correlated with `WASO`	High correlation
`Midpoint` is highly correlated with `Offset`	High correlation
`df_index` is highly correlated with `Date` and 2 other fields	High correlation
`Onset` is highly correlated with `Offset` and 7 other fields	High correlation
`Offset` is highly correlated with `Onset` and 10 other fields	High correlation
`TST` is highly correlated with `Onset` and 10 other fields	High correlation
`WASO` is highly correlated with `Offset` and 4 other fields	High correlation
`NOA` is highly correlated with `Onset` and 9 other fields	High correlation
`TIB` is highly correlated with `Onset` and 9 other fields	High correlation
`REMSD` is highly correlated with `Offset` and 10 other fields	High correlation
`LSD` is highly correlated with `Onset` and 5 other fields	High correlation
`DSD` is highly correlated with `Offset` and 8 other fields	High correlation
`Date` is highly correlated with `df_index` and 18 other fields	High correlation
`TSDP` is highly correlated with `Onset` and 9 other fields	High correlation
`AI` is highly correlated with `df_index` and 3 other fields	High correlation
`SWSP` is highly correlated with `REMSD` and 2 other fields	High correlation
`REMP` is highly correlated with `TST` and 4 other fields	High correlation
`SMI` is highly correlated with `Offset` and 4 other fields	High correlation
`Midpoint` is highly correlated with `Onset` and 7 other fields	High correlation
`Day` is highly correlated with `Date` and 1 other fields	High correlation
`IsWeekend` is highly correlated with `Date` and 1 other fields	High correlation
`SleepRegularity` is highly correlated with `df_index` and 3 other fields	High correlation
`Onset` has 11 (19.6%) missing values	Missing
`Offset` has 11 (19.6%) missing values	Missing
`TST` has 11 (19.6%) missing values	Missing
`WASO` has 11 (19.6%) missing values	Missing
`NOA` has 11 (19.6%) missing values	Missing
`TIB` has 11 (19.6%) missing values	Missing
`REMSD` has 11 (19.6%) missing values	Missing
`LSD` has 11 (19.6%) missing values	Missing
`DSD` has 11 (19.6%) missing values	Missing
`TSDP` has 11 (19.6%) missing values	Missing
`AI` has 11 (19.6%) missing values	Missing
`SWSP` has 11 (19.6%) missing values	Missing
`REMP` has 11 (19.6%) missing values	Missing
`SMI` has 11 (19.6%) missing values	Missing
`Midpoint` has 11 (19.6%) missing values	Missing
`SleepRegularity` has 6 (10.7%) missing values	Missing
`df_index` is uniformly distributed	Uniform
`Day` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Date` has unique values	Unique
`df_index` has 1 (1.8%) zeros	Zeros
`IsWeekend` has 40 (71.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-29 10:08:06.147776
Analysis finished	2022-11-29 10:08:51.554870
Duration	45.41 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE
ZEROS

Distinct	56
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.5

Minimum	0
Maximum	55
Zeros	1
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	0
5-th percentile	2.75
Q1	13.75
median	27.5
Q3	41.25
95-th percentile	52.25
Maximum	55
Range	55
Interquartile range (IQR)	27.5

Descriptive statistics

Standard deviation	16.30950643
Coefficient of variation (CV)	0.5930729611
Kurtosis	-1.2
Mean	27.5
Median Absolute Deviation (MAD)	14
Skewness	0
Sum	1540
Variance	266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	1.8%
1	1	1.8%
21	1	1.8%
22	1	1.8%
23	1	1.8%
24	1	1.8%
25	1	1.8%
26	1	1.8%
27	1	1.8%
54	1	1.8%
Other values (46)	46	82.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	1.8%
1	1	1.8%
2	1	1.8%
3	1	1.8%
4	1	1.8%
5	1	1.8%
6	1	1.8%
7	1	1.8%
8	1	1.8%
9	1	1.8%

Value	Count	Frequency (%)
55	1	1.8%
54	1	1.8%
53	1	1.8%
52	1	1.8%
51	1	1.8%
50	1	1.8%
49	1	1.8%
48	1	1.8%
47	1	1.8%
46	1	1.8%

Onset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	44
Distinct (%)	97.8%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	23.99296296

Minimum	22.41666667
Maximum	27.06666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	22.41666667
5-th percentile	22.55333333
Q1	23.2
median	23.75
Q3	24.36666667
95-th percentile	26.34333333
Maximum	27.06666667
Range	4.65
Interquartile range (IQR)	1.166666667

Descriptive statistics

Standard deviation	1.167242763
Coefficient of variation (CV)	0.0486493796
Kurtosis	0.3514710943
Mean	23.99296296
Median Absolute Deviation (MAD)	0.5666666667
Skewness	0.974980645
Sum	1079.683333
Variance	1.362455668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
23.75	2	3.6%
23.18333333	1	1.8%
23.35	1	1.8%
23.43333333	1	1.8%
26	1	1.8%
24.36666667	1	1.8%
24.05	1	1.8%
26.1	1	1.8%
26.11666667	1	1.8%
23.78333333	1	1.8%
Other values (34)	34	60.7%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.41666667	1	1.8%
22.43333333	1	1.8%
22.55	1	1.8%
22.56666667	1	1.8%
22.71666667	1	1.8%
22.75	1	1.8%
22.76666667	1	1.8%
22.78333333	1	1.8%
23.08333333	1	1.8%
23.15	1	1.8%

Value	Count	Frequency (%)
27.06666667	1	1.8%
26.43333333	1	1.8%
26.4	1	1.8%
26.11666667	1	1.8%
26.1	1	1.8%
26	1	1.8%
25.38333333	1	1.8%
25.2	1	1.8%
24.9	1	1.8%
24.58333333	1	1.8%

Offset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	37
Distinct (%)	82.2%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	7.605185185

Minimum	5.65
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	5.65
5-th percentile	6.746666667
Q1	7.216666667
median	7.433333333
Q3	7.866666667
95-th percentile	9.133333333
Maximum	10
Range	4.35
Interquartile range (IQR)	0.65

Descriptive statistics

Standard deviation	0.7744729572
Coefficient of variation (CV)	0.1018348585
Kurtosis	2.527483445
Mean	7.605185185
Median Absolute Deviation (MAD)	0.3
Skewness	1.041446817
Sum	342.2333333
Variance	0.5998083614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
7.216666667	4	7.1%
7.533333333	2	3.6%
7.666666667	2	3.6%
7.733333333	2	3.6%
7.283333333	2	3.6%
7.133333333	2	3.6%
9.65	1	1.8%
7.5	1	1.8%
7.3	1	1.8%
7.1	1	1.8%
Other values (27)	27	48.2%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.65	1	1.8%
6.583333333	1	1.8%
6.716666667	1	1.8%
6.866666667	1	1.8%
7.033333333	1	1.8%
7.1	1	1.8%
7.116666667	1	1.8%
7.133333333	2	3.6%
7.15	1	1.8%
7.216666667	4	7.1%

Value	Count	Frequency (%)
10	1	1.8%
9.65	1	1.8%
9.183333333	1	1.8%
8.933333333	1	1.8%
8.75	1	1.8%
8.4	1	1.8%
8.283333333	1	1.8%
8.183333333	1	1.8%
7.95	1	1.8%
7.933333333	1	1.8%

TST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	39
Distinct (%)	86.7%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	390.9111111

Minimum	230
Maximum	523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	230
5-th percentile	275.2
Q1	353
median	396
Q3	428
95-th percentile	499.2
Maximum	523
Range	293
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	66.30981767
Coefficient of variation (CV)	0.1696288895
Kurtosis	0.04552808424
Mean	390.9111111
Median Absolute Deviation (MAD)	36
Skewness	-0.2975284403
Sum	17591
Variance	4396.991919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
426	3	5.4%
352	2	3.6%
345	2	3.6%
480	2	3.6%
451	2	3.6%
447	1	1.8%
410	1	1.8%
375	1	1.8%
290	1	1.8%
360	1	1.8%
Other values (29)	29	51.8%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
230	1	1.8%
267	1	1.8%
274	1	1.8%
280	1	1.8%
290	1	1.8%
295	1	1.8%
304	1	1.8%
345	2	3.6%
352	2	3.6%
353	1	1.8%

Value	Count	Frequency (%)
523	1	1.8%
518	1	1.8%
504	1	1.8%
480	2	3.6%
451	2	3.6%
447	1	1.8%
443	1	1.8%
437	1	1.8%
430	1	1.8%
428	1	1.8%

WASO
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	33
Distinct (%)	73.3%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	65.75555556

Minimum	27
Maximum	170
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	27
5-th percentile	37.4
Q1	54
median	60
Q3	73
95-th percentile	96.2
Maximum	170
Range	143
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	25.86956404
Coefficient of variation (CV)	0.3934202033
Kurtosis	7.188363727
Mean	65.75555556
Median Absolute Deviation (MAD)	10
Skewness	2.277408268
Sum	2959
Variance	669.2343434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
64	3	5.4%
48	3	5.4%
57	3	5.4%
54	2	3.6%
73	2	3.6%
55	2	3.6%
58	2	3.6%
66	2	3.6%
61	2	3.6%
97	1	1.8%
Other values (23)	23	41.1%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	1	1.8%
32	1	1.8%
37	1	1.8%
39	1	1.8%
44	1	1.8%
48	3	5.4%
49	1	1.8%
50	1	1.8%
52	1	1.8%
54	2	3.6%

Value	Count	Frequency (%)
170	1	1.8%
151	1	1.8%
97	1	1.8%
93	1	1.8%
91	1	1.8%
90	1	1.8%
82	1	1.8%
81	1	1.8%
80	1	1.8%
76	1	1.8%

NOA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	18
Distinct (%)	40.0%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	27.71111111

Minimum	16
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	16
5-th percentile	18
Q1	24
median	28
Q3	32
95-th percentile	35.8
Maximum	40
Range	24
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.699370867
Coefficient of variation (CV)	0.2056709615
Kurtosis	-0.4101591366
Mean	27.71111111
Median Absolute Deviation (MAD)	4
Skewness	-0.2308957121
Sum	1247
Variance	32.48282828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
33	5	8.9%
27	5	8.9%
28	4	7.1%
25	4	7.1%
32	4	7.1%
29	3	5.4%
24	3	5.4%
18	3	5.4%
20	2	3.6%
23	2	3.6%
Other values (8)	10	17.9%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16	1	1.8%
17	1	1.8%
18	3	5.4%
20	2	3.6%
23	2	3.6%
24	3	5.4%
25	4	7.1%
27	5	8.9%
28	4	7.1%
29	3	5.4%

Value	Count	Frequency (%)
40	1	1.8%
37	1	1.8%
36	1	1.8%
35	2	3.6%
33	5	8.9%
32	4	7.1%
31	2	3.6%
30	1	1.8%
29	3	5.4%
28	4	7.1%

TIB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	40
Distinct (%)	88.9%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	456.6666667

Minimum	267
Maximum	613
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	267
5-th percentile	307.8
Q1	424
median	462
Q3	508
95-th percentile	573.2
Maximum	613
Range	346
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	76.74307786
Coefficient of variation (CV)	0.1680505355
Kurtosis	0.2273738295
Mean	456.6666667
Median Absolute Deviation (MAD)	41
Skewness	-0.5076898645
Sum	20550
Variance	5889.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
528	2	3.6%
523	2	3.6%
503	2	3.6%
443	2	3.6%
472	2	3.6%
501	1	1.8%
489	1	1.8%
356	1	1.8%
421	1	1.8%
425	1	1.8%
Other values (30)	30	53.6%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
267	1	1.8%
306	1	1.8%
307	1	1.8%
311	1	1.8%
343	1	1.8%
346	1	1.8%
356	1	1.8%
400	1	1.8%
403	1	1.8%
421	1	1.8%

Value	Count	Frequency (%)
613	1	1.8%
591	1	1.8%
580	1	1.8%
546	1	1.8%
528	2	3.6%
523	1	1.8%
523	2	3.6%
521	1	1.8%
515	1	1.8%
508	1	1.8%

REMSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	38
Distinct (%)	84.4%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	73.62222222

Minimum	22
Maximum	125
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	22
5-th percentile	42.2
Q1	60
median	74
Q3	84
95-th percentile	113
Maximum	125
Range	103
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	22.49675622
Coefficient of variation (CV)	0.3055701871
Kurtosis	-0.02674554421
Mean	73.62222222
Median Absolute Deviation (MAD)	13
Skewness	0.1786676063
Sum	3313
Variance	506.1040404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
84	3	5.4%
74	3	5.4%
80	2	3.6%
83	2	3.6%
63	2	3.6%
90	1	1.8%
44	1	1.8%
114	1	1.8%
109	1	1.8%
125	1	1.8%
Other values (28)	28	50.0%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22	1	1.8%
36	1	1.8%
42	1	1.8%
43	1	1.8%
44	1	1.8%
47	1	1.8%
50	1	1.8%
52	1	1.8%
53	1	1.8%
54	1	1.8%

Value	Count	Frequency (%)
125	1	1.8%
120	1	1.8%
114	1	1.8%
109	1	1.8%
104	1	1.8%
102	1	1.8%
98	1	1.8%
94	1	1.8%
90	1	1.8%
88	1	1.8%

LSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	44
Distinct (%)	97.8%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	234.1555556

Minimum	127
Maximum	338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	127
5-th percentile	150.6
Q1	212
median	232
Q3	263
95-th percentile	309.8
Maximum	338
Range	211
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	46.49729003
Coefficient of variation (CV)	0.1985743619
Kurtosis	0.0339983408
Mean	234.1555556
Median Absolute Deviation (MAD)	30
Skewness	-0.166314663
Sum	10537
Variance	2161.99798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
263	2	3.6%
277	1	1.8%
271	1	1.8%
216	1	1.8%
260	1	1.8%
180	1	1.8%
217	1	1.8%
218	1	1.8%
169	1	1.8%
199	1	1.8%
Other values (34)	34	60.7%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
127	1	1.8%
147	1	1.8%
148	1	1.8%
161	1	1.8%
166	1	1.8%
169	1	1.8%
180	1	1.8%
198	1	1.8%
199	1	1.8%
203	1	1.8%

Value	Count	Frequency (%)
338	1	1.8%
323	1	1.8%
313	1	1.8%
297	1	1.8%
283	1	1.8%
282	1	1.8%
277	1	1.8%
274	1	1.8%
271	1	1.8%
266	1	1.8%

DSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	35
Distinct (%)	77.8%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	83.13333333

Minimum	54
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	54
5-th percentile	56.2
Q1	68
median	83
Q3	90
95-th percentile	114.8
Maximum	144
Range	90
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	20.12303068
Coefficient of variation (CV)	0.2420573057
Kurtosis	1.713200846
Mean	83.13333333
Median Absolute Deviation (MAD)	13
Skewness	1.071032712
Sum	3741
Variance	404.9363636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
90	3	5.4%
72	3	5.4%
87	2	3.6%
68	2	3.6%
56	2	3.6%
86	2	3.6%
83	2	3.6%
102	2	3.6%
100	1	1.8%
54	1	1.8%
Other values (25)	25	44.6%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
54	1	1.8%
56	2	3.6%
57	1	1.8%
58	1	1.8%
60	1	1.8%
63	1	1.8%
65	1	1.8%
66	1	1.8%
67	1	1.8%
68	2	3.6%

Value	Count	Frequency (%)
144	1	1.8%
141	1	1.8%
116	1	1.8%
110	1	1.8%
108	1	1.8%
102	2	3.6%
100	1	1.8%
99	1	1.8%
97	1	1.8%
90	3	5.4%

Date
Date

HIGH CORRELATION
UNIQUE

Distinct	56
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	576.0 B

Minimum	2022-10-01 00:00:00
Maximum	2022-11-25 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

TSDP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	42
Distinct (%)	93.3%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	456.7333333

Minimum	267
Maximum	613
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	267
5-th percentile	308
Q1	424
median	462
Q3	508
95-th percentile	573.2
Maximum	613
Range	346
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	76.71861218
Coefficient of variation (CV)	0.1679724395
Kurtosis	0.2253888253
Mean	456.7333333
Median Absolute Deviation (MAD)	41
Skewness	-0.506865304
Sum	20553
Variance	5885.745455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
528	2	3.6%
503	2	3.6%
443	2	3.6%
501	1	1.8%
472	1	1.8%
356	1	1.8%
421	1	1.8%
425	1	1.8%
346	1	1.8%
424	1	1.8%
Other values (32)	32	57.1%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
267	1	1.8%
306	1	1.8%
307	1	1.8%
312	1	1.8%
343	1	1.8%
346	1	1.8%
356	1	1.8%
400	1	1.8%
403	1	1.8%
421	1	1.8%

Value	Count	Frequency (%)
613	1	1.8%
591	1	1.8%
580	1	1.8%
546	1	1.8%
528	2	3.6%
524	1	1.8%
523	1	1.8%
523	1	1.8%
521	1	1.8%
515	1	1.8%

AI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	45
Distinct (%)	100.0%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.258461851

Minimum	3
Maximum	5.77540107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	3
5-th percentile	3.426006904
Q1	3.941605839
median	4.285714286
Q3	4.647887324
95-th percentile	5.153234494
Maximum	5.77540107
Range	2.77540107
Interquartile range (IQR)	0.7062814845

Descriptive statistics

Standard deviation	0.5598159029
Coefficient of variation (CV)	0.1314596496
Kurtosis	0.2600177132
Mean	4.258461851
Median Absolute Deviation (MAD)	0.3579490487
Skewness	0.1362556062
Sum	191.6307833
Variance	0.3133938451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
4.429530201	1	1.8%
4.390243902	1	1.8%
4.695652174	1	1.8%
4.514563107	1	1.8%
4.881355932	1	1.8%
4.504021448	1	1.8%
3.84	1	1.8%
3.517241379	1	1.8%
3	1	1.8%
4.015296367	1	1.8%
Other values (35)	35	62.5%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	1.8%
3.359073359	1	1.8%
3.409090909	1	1.8%
3.493670886	1	1.8%
3.5	1	1.8%
3.504672897	1	1.8%
3.517241379	1	1.8%
3.592017738	1	1.8%
3.76744186	1	1.8%
3.84	1	1.8%

Value	Count	Frequency (%)
5.77540107	1	1.8%
5.245901639	1	1.8%
5.198019802	1	1.8%
4.974093264	1	1.8%
4.881355932	1	1.8%
4.782608696	1	1.8%
4.761904762	1	1.8%
4.736842105	1	1.8%
4.696969697	1	1.8%
4.695652174	1	1.8%

SWSP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	45
Distinct (%)	100.0%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	21.48161336

Minimum	12.81464531
Maximum	29.13043478
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	12.81464531
5-th percentile	13.9866727
Q1	18.40354767
median	21.44638404
Q3	25
95-th percentile	27.63135165
Maximum	29.13043478
Range	16.31578947
Interquartile range (IQR)	6.596452328

Descriptive statistics

Standard deviation	4.323811241
Coefficient of variation (CV)	0.2012796324
Kurtosis	-0.8539415358
Mean	21.48161336
Median Absolute Deviation (MAD)	3.215821037
Skewness	-0.250377477
Sum	966.6726012
Variance	18.69534365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
20.13422819	1	1.8%
13.90243902	1	1.8%
24.63768116	1	1.8%
17.47572816	1	1.8%
24.40677966	1	1.8%
18.230563	1	1.8%
24	1	1.8%
25.51724138	1	1.8%
25	1	1.8%
26.95984704	1	1.8%
Other values (35)	35	62.5%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.81464531	1	1.8%
13.61502347	1	1.8%
13.90243902	1	1.8%
14.32360743	1	1.8%
15.15151515	1	1.8%
15.25821596	1	1.8%
16.66666667	1	1.8%
16.875	1	1.8%
17.47572816	1	1.8%
18.230563	1	1.8%

Value	Count	Frequency (%)
29.13043478	1	1.8%
28.3286119	1	1.8%
27.7992278	1	1.8%
26.95984704	1	1.8%
26.82926829	1	1.8%
26.18510158	1	1.8%
26.06635071	1	1.8%
25.82278481	1	1.8%
25.51724138	1	1.8%
25.46816479	1	1.8%

REMP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	45
Distinct (%)	100.0%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	18.69433011

Minimum	6.232294618
Maximum	28.21782178
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	6.232294618
5-th percentile	12.97776766
Q1	15.70048309
median	18.18181818
Q3	21.02272727
95-th percentile	25.54613622
Maximum	28.21782178
Range	21.98552716
Interquartile range (IQR)	5.322244181

Descriptive statistics

Standard deviation	4.241046402
Coefficient of variation (CV)	0.2268627106
Kurtosis	0.8086537908
Mean	18.69433011
Median Absolute Deviation (MAD)	2.777777778
Skewness	-0.05732888367
Sum	841.2448551
Variance	17.98647458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
17.89709172	1	1.8%
17.07317073	1	1.8%
12.75362319	1	1.8%
19.41747573	1	1.8%
14.57627119	1	1.8%
23.5924933	1	1.8%
17.86666667	1	1.8%
16.20689655	1	1.8%
19.72222222	1	1.8%
22.94455067	1	1.8%
Other values (35)	35	62.5%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.232294618	1	1.8%
12.70833333	1	1.8%
12.75362319	1	1.8%
13.87434555	1	1.8%
14.20454545	1	1.8%
14.57627119	1	1.8%
14.75409836	1	1.8%
14.97326203	1	1.8%
15.07177033	1	1.8%
15.32846715	1	1.8%

Value	Count	Frequency (%)
28.21782178	1	1.8%
27.63157895	1	1.8%
25.82938389	1	1.8%
24.41314554	1	1.8%
24.13127413	1	1.8%
23.5924933	1	1.8%
23.0248307	1	1.8%
23.00469484	1	1.8%
22.94455067	1	1.8%
22.5	1	1.8%

SMI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	45
Distinct (%)	100.0%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	85.71808508

Minimum	67.36641221
Maximum	91.20521173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	67.36641221
5-th percentile	81.07936337
Q1	84.90566038
median	86.89655172
Q3	88
95-th percentile	89.47829831
Maximum	91.20521173
Range	23.83879951
Interquartile range (IQR)	3.094339623

Descriptive statistics

Standard deviation	4.440408373
Coefficient of variation (CV)	0.05180246816
Kurtosis	8.773646737
Mean	85.71808508
Median Absolute Deviation (MAD)	1.578444057
Skewness	-2.650134772
Sum	3857.313829
Variance	19.71722652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
89.22155689	1	1.8%
86.86440678	1	1.8%
80.98591549	1	1.8%
87.47346072	1	1.8%
82.86516854	1	1.8%
88.59857482	1	1.8%
88.23529412	1	1.8%
83.8150289	1	1.8%
84.90566038	1	1.8%
85.31810767	1	1.8%
Other values (35)	35	62.5%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
67.36641221	1	1.8%
69.98011928	1	1.8%
80.98591549	1	1.8%
81.45315488	1	1.8%
81.69642857	1	1.8%
82.14971209	1	1.8%
82.76515152	1	1.8%
82.86516854	1	1.8%
83.8150289	1	1.8%
84.42437923	1	1.8%

Value	Count	Frequency (%)
91.20521173	1	1.8%
90.90909091	1	1.8%
89.54248366	1	1.8%
89.22155689	1	1.8%
89.18322296	1	1.8%
89.02953586	1	1.8%
88.77952756	1	1.8%
88.62973761	1	1.8%
88.59857482	1	1.8%
88.56548857	1	1.8%

Midpoint
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	43
Distinct (%)	95.6%
Missing	11
Missing (%)	19.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.245740741

Minimum	3.358333333
Maximum	5.65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	3.358333333
5-th percentile	3.611666667
Q1	3.891666667
median	4.175
Q3	4.425
95-th percentile	5.093333333
Maximum	5.65
Range	2.291666667
Interquartile range (IQR)	0.5333333333

Descriptive statistics

Standard deviation	0.534505761
Coefficient of variation (CV)	0.1258922279
Kurtosis	0.4310215343
Mean	4.245740741
Median Absolute Deviation (MAD)	0.2833333333
Skewness	0.8585213802
Sum	191.0583333
Variance	0.2856964085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
4.4	2	3.6%
3.691666667	2	3.6%
4.116666667	1	1.8%
3.925	1	1.8%
4.966666667	1	1.8%
3.875	1	1.8%
3.591666667	1	1.8%
4.983333333	1	1.8%
5.65	1	1.8%
5.108333333	1	1.8%
Other values (33)	33	58.9%
(Missing)	11	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.358333333	1	1.8%
3.425	1	1.8%
3.591666667	1	1.8%
3.691666667	2	3.6%
3.716666667	1	1.8%
3.733333333	1	1.8%
3.775	1	1.8%
3.775	1	1.8%
3.85	1	1.8%
3.875	1	1.8%

Value	Count	Frequency (%)
5.65	1	1.8%
5.625	1	1.8%
5.108333333	1	1.8%
5.033333333	1	1.8%
4.983333333	1	1.8%
4.966666667	1	1.8%
4.95	1	1.8%
4.925	1	1.8%
4.833333333	1	1.8%
4.575	1	1.8%

Day
Categorical

HIGH CORRELATION
UNIFORM

Distinct	7
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Memory size	540.0 B

Monday	8
Tuesday	8
Wednesday	8
Thursday	8
Friday	8
Other values (2)	16

Length

Max length	9
Median length	7
Mean length	7.142857143
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Saturday
2nd row	Sunday
3rd row	Monday
4th row	Tuesday
5th row	Wednesday

Common Values

Value	Count	Frequency (%)
Monday	8	14.3%
Tuesday	8	14.3%
Wednesday	8	14.3%
Thursday	8	14.3%
Friday	8	14.3%
Saturday	8	14.3%
Sunday	8	14.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
monday	8	14.3%
tuesday	8	14.3%
wednesday	8	14.3%
thursday	8	14.3%
friday	8	14.3%
saturday	8	14.3%
sunday	8	14.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

IsWeekend
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2857142857

Minimum	0
Maximum	1
Zeros	40
Zeros (%)	71.4%
Negative	0
Negative (%)	0.0%
Memory size	352.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4558423058
Coefficient of variation (CV)	1.59544807
Kurtosis	-1.089622642
Mean	0.2857142857
Median Absolute Deviation (MAD)	0
Skewness	0.974996043
Sum	16
Variance	0.2077922078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	40	71.4%
1	16	28.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40	71.4%
1	16	28.6%

Value	Count	Frequency (%)
1	16	28.6%
0	40	71.4%

SleepRegularity
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	48
Distinct (%)	96.0%
Missing	6
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.4897210343

Minimum	0.1736722115
Maximum	0.8719988214
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	576.0 B

Quantile statistics

Minimum	0.1736722115
5-th percentile	0.258812273
Q1	0.3431000748
median	0.4586926795
Q3	0.6533251241
95-th percentile	0.7975602907
Maximum	0.8719988214
Range	0.6983266099
Interquartile range (IQR)	0.3102250493

Descriptive statistics

Standard deviation	0.1845024813
Coefficient of variation (CV)	0.3767501667
Kurtosis	-0.8026034073
Mean	0.4897210343
Median Absolute Deviation (MAD)	0.1380161999
Skewness	0.3889100453
Sum	24.48605171
Variance	0.03404116561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.2593483643	2	3.6%
0.3970376417	2	3.6%
0.8135257058	1	1.8%
0.464290293	1	1.8%
0.5277579361	1	1.8%
0.4876531099	1	1.8%
0.4908397	1	1.8%
0.4501002975	1	1.8%
0.5222347812	1	1.8%
0.6575258761	1	1.8%
Other values (38)	38	67.9%
(Missing)	6	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1736722115	1	1.8%
0.1905614269	1	1.8%
0.2583736528	1	1.8%
0.2593483643	2	3.6%
0.2627313795	1	1.8%
0.2850032488	1	1.8%
0.2871434988	1	1.8%
0.3032005204	1	1.8%
0.3191786334	1	1.8%
0.3221743259	1	1.8%

Value	Count	Frequency (%)
0.8719988214	1	1.8%
0.8551843531	1	1.8%
0.8135257058	1	1.8%
0.7780470056	1	1.8%
0.7759829063	1	1.8%
0.7415340081	1	1.8%
0.7354249572	1	1.8%
0.7292477279	1	1.8%
0.7185122968	1	1.8%
0.6805450275	1	1.8%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	Onset	Offset	TST	WASO	NOA	TIB	REMSD	LSD	DSD	Date	TSDP	AI	SWSP	REMP	SMI	Midpoint	Day	IsWeekend	SleepRegularity
0	0	23.183333	7.533333	447.0	54.0	33.0	501.0	80.0	277.0	90.0	2022-10-01	501.0	4.429530	20.134228	17.897092	89.221557	4.175000	Saturday	1	NaN
1	1	22.550000	7.350000	437.0	91.0	32.0	528.0	84.0	297.0	56.0	2022-10-02	528.0	4.393593	12.814645	19.221968	82.765152	4.400000	Sunday	1	NaN
2	2	22.750000	6.866667	426.0	61.0	28.0	487.0	104.0	264.0	58.0	2022-10-03	487.0	3.943662	13.615023	24.413146	87.474333	4.058333	Monday	0	0.173672
3	3	23.150000	6.583333	382.0	64.0	28.0	446.0	53.0	247.0	82.0	2022-10-04	446.0	4.397906	21.465969	13.874346	85.650224	3.716667	Tuesday	0	0.285003
4	4	24.583333	7.250000	352.0	48.0	20.0	400.0	74.0	208.0	70.0	2022-10-05	400.0	3.409091	19.886364	21.022727	88.000000	3.916667	Wednesday	0	0.258374
5	5	22.433333	7.116667	428.0	93.0	25.0	521.0	90.0	236.0	102.0	2022-10-06	521.0	3.504673	23.831776	21.028037	82.149712	4.341667	Thursday	0	0.259348
6	45	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-07	NaN	NaN	NaN	NaN	NaN	NaN	Friday	0	0.259348
7	46	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-08	NaN	NaN	NaN	NaN	NaN	NaN	Saturday	1	0.287143
8	47	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-09	NaN	NaN	NaN	NaN	NaN	NaN	Sunday	1	0.262731
9	48	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-10	NaN	NaN	NaN	NaN	NaN	NaN	Monday	0	0.319179

Last rows

	df_index	Onset	Offset	TST	WASO	NOA	TIB	REMSD	LSD	DSD	Date	TSDP	AI	SWSP	REMP	SMI	Midpoint	Day	IsWeekend	SleepRegularity
46	35	24.250000	7.533333	377.0	60.0	27.0	437.0	66.0	257.0	54.0	2022-11-16	437.0	4.297082	14.323607	17.506631	86.270023	3.891667	Wednesday	0	0.775983
47	36	23.550000	8.283333	353.0	170.0	25.0	523.0	22.0	231.0	100.0	2022-11-17	524.0	4.249292	28.328612	6.232295	67.366412	4.366667	Thursday	0	0.680545
48	37	22.716667	7.300000	451.0	64.0	27.0	515.0	82.0	282.0	87.0	2022-11-18	515.0	3.592018	19.290466	18.181818	87.572816	4.291667	Friday	0	0.660903
49	38	26.400000	7.500000	274.0	32.0	18.0	306.0	42.0	166.0	66.0	2022-11-19	306.0	3.941606	24.087591	15.328467	89.542484	4.950000	Saturday	1	0.482025
50	39	23.800000	9.650000	518.0	73.0	29.0	591.0	125.0	249.0	144.0	2022-11-20	591.0	3.359073	27.799228	24.131274	87.648054	4.925000	Sunday	1	0.438477
51	40	25.383333	7.100000	304.0	39.0	23.0	343.0	84.0	148.0	72.0	2022-11-21	343.0	4.539474	23.684211	27.631579	88.629738	4.241667	Monday	0	0.425540
52	41	23.566667	7.466667	422.0	52.0	33.0	474.0	109.0	203.0	110.0	2022-11-22	474.0	4.691943	26.066351	25.829384	89.029536	3.950000	Tuesday	0	0.422718
53	42	23.833333	7.216667	386.0	57.0	32.0	443.0	74.0	224.0	88.0	2022-11-23	443.0	4.974093	22.797927	19.170984	87.133183	3.691667	Wednesday	0	0.465347
54	43	23.883333	7.433333	404.0	49.0	35.0	453.0	114.0	212.0	78.0	2022-11-24	453.0	5.198020	19.306931	28.217822	89.183223	3.775000	Thursday	0	0.512183
55	44	23.400000	7.266667	414.0	58.0	33.0	472.0	65.0	263.0	86.0	2022-11-25	472.0	4.782609	20.772947	15.700483	87.711864	3.933333	Friday	0	0.526287

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows